fix(data): resolve sourced Intel Atom placeholder on Zenfone 2

[Seungpyo1007]

Summary

• Remap one Asus Zenfone 2 ZE551ML source variant from an ambiguous Intel Atom placeholder to the exact Z3580 SoC.
• The record reports 4 GB RAM, and its raw chipset field explicitly assigns Z3580 to the 4 GB RAM model. Other placeholder references lack an unambiguous matching chip in their own sourced fields.

Mapping

Placeholder SoC	Real SoC	Smartphones
intel-atom-z3560-or-z3580	intel-atom-z3580	1

Remaining placeholder references

Placeholder SoC	Smartphones
0	3610
1-0-ghz	118
1-0-ghz-cortex-a5	7
1-0-ghz-cortex-a8	14
1-2-ghz	13
1-2-ghz-cortex-a8	10
1-2-ghz-cortex-a9	2
1-22-ghz-cortex-a8	1
1-5-ghz	2
800-mhz	53
800-mhz-scorpion	2
alcatel-mobile-platform-2014	10
dual-core-1-0-ghz-cortex-a5	3
dual-core-1-0-ghz-cortex-a9	7
dual-core-1-2-ghz	106
dual-core-1-2-ghz-marvell	1
dual-core-1-3-ghz	35
dual-core-1-3-ghz-cortex-a7	9
dual-core-1-5-ghz	40
dual-core-1-5-ghz-cortex-a9	8
dual-core-1-6-ghz	3
dual-core-1-6-ghz-cortex-a9	12
exynos	100
huawei-mobile-platform-2011	30
intel-atom	5
intel-atom-x3	1
intel-atom-z3560-or-z3580	1
mediatek	58
mediatek-helio	245
nvidia-tegra-2	8
panasonic-mobile-platform-2011	5
pantech-mobile-platform-2008	3
quad-core	22
quad-core-1-0-ghz-cortex-a7	4
quad-core-1-1-ghz	13
quad-core-1-2-ghz	157
quad-core-1-2-ghz-cortex-a7	25
quad-core-1-2-ghz-cortex-a9	1
quad-core-1-3-ghz	146
quad-core-1-3-ghz-cortex-a7	125
quad-core-1-3-ghzquad-core-1-2-ghz-usa-model	1
quad-core-1-5-ghz	26
quad-core-1-5-ghz-cortex-a7	11
quad-core-1-6-ghz-cortex-a9	2
qualcomm	206
qualcomm-snapdragon	1700
qualcomm-snapdragon-s2	6
qualcomm-snapdragon-s3	42
qualcomm-snapdragon-s4-pro	39
spice-mobile-platform-2013	21
zte-mobile-platform-2012	8

Total remaining: 7077 smartphones across 51 placeholder slugs.

Validation

PYTHONIOENCODING=utf-8 python -m app.validate passed.

Refs #1

[TechEngineBot]

🔎 Data verification — Tier 0 (offline existence/trust)

Scored by app.verify; posted by TechEngineBot. Informational only — the structural gate (app.validate) is separate and authoritative for merge.

Changed records in this PR

38 record(s) scored.

%%{init: {"theme":"base","themeVariables":{"pie1":"#3fb950","pie2":"#d29922","pie3":"#f85149","pieStrokeWidth":"0px","pieOpacity":"1"}}}%%
pie showData
    title Verification bands — all records
    "Green" : 37
    "Yellow" : 1
    "Red" : 0

Loading

Category	Distribution	Total	🟢	🟡	🔴	🟢 %
smartphone	🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨	1	0	1	0	0.0%
cpu	🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩	37	37	0	0	100.0%
All	🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨	38	37	1	0	97.4%

Full-dataset baseline

106328 record(s) scored.

%%{init: {"theme":"base","themeVariables":{"pie1":"#3fb950","pie2":"#d29922","pie3":"#f85149","pieStrokeWidth":"0px","pieOpacity":"1"}}}%%
pie showData
    title Verification bands — all records
    "Green" : 24158
    "Yellow" : 81074
    "Red" : 1096

Loading

Category	Distribution	Total	🟢	🟡	🔴	🟢 %
brand	🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨	207	122	85	0	58.9%
soc	🟩🟨🟨🟨🟨🟨🟥🟥🟥🟥🟥🟥	2097	251	824	1022	12.0%
smartphone	🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥	93396	17931	75397	68	19.2%
tablet	🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥	3455	291	3163	1	8.4%
watch	🟩🟨🟨🟨🟨🟨🟨🟨🟨🟨🟨🟥	433	43	386	4	9.9%
pda	🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨	140	83	57	0	59.3%
gpu	🟩🟩🟩🟩🟩🟩🟩🟨🟨🟨🟨🟨	2093	1274	819	0	60.9%
cpu	🟩🟩🟩🟩🟩🟩🟩🟩🟩🟩🟨🟥	4507	4163	343	1	92.4%
All	🟩🟩🟩🟨🟨🟨🟨🟨🟨🟨🟨🟥	106328	24158	81074	1096	22.7%

Hard violations (forced red):

Count	Check
1	!boost_ge_base

_{green = authoritative source + complete + consistent · yellow = plausible, needs confirmation · red = sparse/weak source or a hard contradiction. Promotion to verified runs in the scheduled verify-network workflow.}

[TechEngineBot]

TechEngine change review: PASS

• PR: fix(data): resolve sourced Intel Atom placeholder on Zenfone 2 #277
• Ref: fix/phone-placeholder-soc
• Commit: 749d6f1
• Requested by: @Seungpyo1007
• Run: https://github.com/GetTechAPI/TechEngine/actions/runs/36132049589

Check	Result
python -m app.validate	PASS
New hard integrity anomalies vs PR base	PASS

Changed data

Category	Added	Modified	Deleted	Added verified	Added unverified	Added Kaggle-sourced
brand	0	0	0	0	0	0
soc	0	0	0	0	0	0
smartphone	0	1	0	0	0	0
tablet	0	0	0	0	0	0
watch	0	0	0	0	0	0
pda	0	0	0	0	0	0
gpu	0	0	0	0	0	0
cpu	0	0	0	0	0	0

Changed record examples

smartphone modified

• smartphone/asus/2015/zenfone-2-ze551ml/asus-zenfone-2-ze551ml-scrapegsma-2539.json - Asus Zenfone 2 ZE551ML

Heuristic review

• Heuristic warnings: none found.

[TechEngineBot]

TechEngine validation stats: PASS

• PR: fix(data): resolve sourced Intel Atom placeholder on Zenfone 2 #277
• Ref: fix/phone-placeholder-soc
• Commit: 749d6f1
• Run: https://github.com/GetTechAPI/TechEngine/actions/runs/36132049589

Data summary

Category	Total	Verified	Unverified	Missing verified	Tracked	Verified % of tracked
brand	207	122	85	0	207	58.9%
soc	2097	193	1904	0	2097	9.2%
smartphone	93396	17501	75895	0	93396	18.7%
tablet	3455	273	3182	0	3455	7.9%
watch	433	39	394	0	433	9.0%
pda	140	74	66	0	140	52.9%
gpu	2093	1028	1065	0	2093	49.1%
cpu	4507	2869	1638	0	4507	63.7%
all	106328	22099	84229	0	106328	20.8%

Warning

Tracked verified coverage is below 50% for tablet 7.9% (273/3455), watch 9.0% (39/433), soc 9.2% (193/2097), smartphone 18.7% (17501/93396), all 20.8% (22099/106328), gpu 49.1% (1028/2093).
Tracked coverage excludes records missing the verified field; see the Missing verified column for those records.
This does not fail validation. Keep imported records verified: false until manual audit, but treat this as follow-up verification work before relying on the affected categories as curated data.

Validation notes

• The integrity gate blocks only hard anomalies introduced by this PR relative to its merge base.
• Full advisory outlier listings are suppressed on successful runs because they are dataset-wide and mostly stable between PRs.
• Failure runs still include a detailed log excerpt for debugging.

Key output:

## app.validate
## integrity_check.py (PR head compared with PR base)
loaded CPU=4507 GPU=2093

Integrity section	Flagged lines
structural	20
CPU name/tier consistency (desktop mainstream only)	0
CPU single>multi (cinebench/geekbench — should be multi>=single)	0
CPU era-vs-score outliers	8
CPU cross-source ratio outliers (possible wrong-variant)	155
GPU cross-source ratio outliers + sanity	18